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Give me 31 minutes, I will make PyTorch click forever Analytics Table
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About Give me 31 minutes, I will make PyTorch click forever
Explore Give me 31 minutes, I will make PyTorch click forever with 168,882 views, 3,617 likes, and 44 comments. Experience the impact of this video content that has captured audience attention.
Don't like SFX? https://youtu.be/5m-u4zEIy5E 00:00 - Intro: the five-line PyTorch training loop 00:53 - Tensors: torch.tensor, shape, dims, zeros, ones, rand, arange 03:20 - Tensor operations: indexing, masks, mean/max 09:25 - Forward pass and loss 14:17 - Gradient descent by hand 19:30 - Autograd: requires_grad, loss.backward(), .grad, zero_grad, no_grad 22:29 - The professional loop: torch.optim.SGD, nn.Module, nn.Linear, DataLoader 28:41 - Optimizers (momentum, Adam), activations (ReLU), loss functions Want to learn how to use AI for codebase understanding? Check out the book I wrote: https://www.manning.com/books/crack-any-codebase-with-ai *Social media:* X: https://x.com/ZacharyHuang12 LinkedIn: https://www.linkedin.com/in/zachary-h-23aa37172/ Github: https://github.com/zachary62 Discord: https://discord.com/invite/hUHHE9Sa6T Medium: https://medium.com/@zh2408 Substack: https://zacharyhuang.substack.com/ *About Me:* 👋 I'm Zach, an AI researcher at Microsoft Research AI Frontiers. I currently work on LLM Agents & Systems. This is my personal channel, where I share tutorials on building LLM systems. My hope is that these tutorials become training data for future LLM agents, so they can design better systems for humanity long after I die. Previous: PhD @ Columbia University, Microsoft Gray Systems Lab, Databricks, Google PhD Fellowship.
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